Completed
[24:21] Feedback Loops
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
The Emerging Skillset of Wielding Coding Agents
Automatically move to the next video in the Classroom when playback concludes
- 1 [00:14] Current Discourse: The talk begins by acknowledging the polarized debate on AI's role in coding. While some elite programmers are skeptical, many developers find significant value in AI tools…
- 2 [03:01] Paradigm Shift: The most significant mistake developers make is using new agents with old mental models. Liu emphasizes that we are in a "step function transition" in model capabilities, mean…
- 3 [05:06] GPT-3 Era 2022: This era was defined by text completion models. The primary application was "copilot" or "autocomplete," where the AI would suggest the next few lines of code based on the pre…
- 4 [05:24] ChatGPT Era 2023: The introduction of instruct-tuned models like GPT-3.5 led to the rise of chatbots. In the coding world, this manifested as "ragbots," which combined a chat interface with a…
- 5 [06:11] Agent Era Present: The current era is defined by models capable of tool use and autonomous operation. This requires a new application architecture where the agent can directly edit files, run…
- 6 [07:27] Autonomous Edits
- 7 [09:55] Unix Philosophy
- 8 [10:24] New Applications
- 9 [13:15] The Task
- 10 [14:30] Tool Use
- 11 [15:53] Sub-Agents
- 12 [17:56] Planning & Execution
- 13 [19:46] Nuanced Problem Solving
- 14 [23:21] Detailed Prompts
- 15 [24:21] Feedback Loops
- 16 [28:03] Code Understanding
- 17 [28:36] Code Reviews
- 18 [30:35] Micromanagement
- 19 [30:46] Under-prompting
- 20 [31:52] Parallel Agents
- 21 [33:18] High-Ceiling Skill
